cf_of EDA

Dataset statistics

Number of variables	19
Number of observations	152
Missing cells	150
Missing cells (%)	5.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	22.7 KiB
Average record size in memory	152.9 B

Variable types

Numeric	15
Categorical	2
DateTime	2

Alerts

`centr_2_turb_cf` is highly overall correlated with `turb_fin_cultivo_cf`	High correlation
`dur_cf` is highly overall correlated with `orden_encadenado_cf`	High correlation
`id_centr` is highly overall correlated with `lote` and 1 other fields	High correlation
`lote` is highly overall correlated with `id_centr` and 3 other fields	High correlation
`lote_parental_cf` is highly overall correlated with `lote` and 4 other fields	High correlation
`orden` is highly overall correlated with `id_centr` and 3 other fields	High correlation
`orden_encadenado_cf` is highly overall correlated with `dur_cf` and 3 other fields	High correlation
`producto_1_cf` is highly overall correlated with `producto_2_cf`	High correlation
`producto_2_cf` is highly overall correlated with `producto_1_cf`	High correlation
`turb_fin_cultivo_cf` is highly overall correlated with `centr_2_turb_cf` and 1 other fields	High correlation
`turb_inicio_cultivo_cf` is highly overall correlated with `lote_parental_cf`	High correlation
`turbidez_diff_cf` is highly overall correlated with `turb_fin_cultivo_cf`	High correlation
`vol_ino_util_cf` is highly overall correlated with `lote_parental_cf`	High correlation
`orden_encadenado_cf` is highly imbalanced (55.1%)	Imbalance
`lote_parental_cf` has 130 (85.5%) missing values	Missing
`vol_ino_util_cf` has 5 (3.3%) missing values	Missing
`centr_1_turb_cf` has 4 (2.6%) missing values	Missing
`centr_2_turb_cf` has 9 (5.9%) missing values	Missing
`lote` has unique values	Unique
`cantidad_of` has 2 (1.3%) zeros	Zeros

Reproduction

Analysis started	2024-10-13 15:45:54.519205
Analysis finished	2024-10-13 15:46:21.566207
Duration	27.05 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

lote
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	152
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23323.151

Minimum	23019
Maximum	24053
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	23019
5-th percentile	23026.55
Q1	23060.75
median	23101.5
Q3	24003.25
95-th percentile	24044.45
Maximum	24053
Range	1034
Interquartile range (IQR)	942.5

Descriptive statistics

Standard deviation	416.71493
Coefficient of variation (CV)	0.017867008
Kurtosis	-0.75084625
Mean	23323.151
Median Absolute Deviation (MAD)	43
Skewness	1.1084266
Sum	3545119
Variance	173651.33
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23019	1	0.7%
23131	1	0.7%
23123	1	0.7%
23124	1	0.7%
23125	1	0.7%
23126	1	0.7%
23127	1	0.7%
23129	1	0.7%
23130	1	0.7%
23132	1	0.7%
Other values (142)	142	93.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23019	1	0.7%
23020	1	0.7%
23021	1	0.7%
23022	1	0.7%
23023	1	0.7%
23024	1	0.7%
23025	1	0.7%
23026	1	0.7%
23027	1	0.7%
23028	1	0.7%

Value	Count	Frequency (%)
24053	1	0.7%
24052	1	0.7%
24051	1	0.7%
24050	1	0.7%
24049	1	0.7%
24047	1	0.7%
24046	1	0.7%
24045	1	0.7%
24044	1	0.7%
24043	1	0.7%

orden_encadenado_cf
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

1	127
2	23
3	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	152
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	127	83.6%
2	23	15.1%
3	2	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	127	83.6%
2	23	15.1%
3	2	1.3%

Most occurring characters

Value	Count	Frequency (%)
1	127	83.6%
2	23	15.1%
3	2	1.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	152	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	127	83.6%
2	23	15.1%
3	2	1.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	152	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	127	83.6%
2	23	15.1%
3	2	1.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	152	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	127	83.6%
2	23	15.1%
3	2	1.3%

lote_parental_cf
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	22
Distinct (%)	100.0%
Missing	130
Missing (%)	85.5%
Infinite	0
Infinite (%)	0.0%
Mean	23571.818

Minimum	23085
Maximum	24051
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	23085
5-th percentile	23099.05
Q1	23112.25
median	23567.5
Q3	24034.75
95-th percentile	24049.7
Maximum	24051
Range	966
Interquartile range (IQR)	922.5

Descriptive statistics

Standard deviation	472.6577
Coefficient of variation (CV)	0.020051813
Kurtosis	-2.2071206
Mean	23571.818
Median Absolute Deviation (MAD)	459.5
Skewness	0.00017902579
Sum	518580
Variance	223405.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
24010	1	0.7%
24050	1	0.7%
24044	1	0.7%
24041	1	0.7%
24036	1	0.7%
24037	1	0.7%
24031	1	0.7%
24027	1	0.7%
24021	1	0.7%
24020	1	0.7%
Other values (12)	12	7.9%
(Missing)	130	85.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23085	1	0.7%
23099	1	0.7%
23100	1	0.7%
23108	1	0.7%
23109	1	0.7%
23112	1	0.7%
23113	1	0.7%
23118	1	0.7%
23119	1	0.7%
23124	1	0.7%

Value	Count	Frequency (%)
24051	1	0.7%
24050	1	0.7%
24044	1	0.7%
24041	1	0.7%
24037	1	0.7%
24036	1	0.7%
24031	1	0.7%
24027	1	0.7%
24021	1	0.7%
24020	1	0.7%

id_bio
Real number (ℝ)

Distinct	7
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14120.803

Minimum	13169
Maximum	14617
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	13169
5-th percentile	13169
Q1	13170
median	14614
Q3	14616
95-th percentile	14617
Maximum	14617
Range	1448
Interquartile range (IQR)	1446

Descriptive statistics

Standard deviation	687.94411
Coefficient of variation (CV)	0.048718485
Kurtosis	-1.5687935
Mean	14120.803
Median Absolute Deviation (MAD)	2
Skewness	-0.67230589
Sum	2146362
Variance	473267.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
14616	34	22.4%
14615	30	19.7%
13170	29	19.1%
14614	27	17.8%
13169	22	14.5%
14617	9	5.9%
13189	1	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13169	22	14.5%
13170	29	19.1%
13189	1	0.7%
14614	27	17.8%
14615	30	19.7%
14616	34	22.4%
14617	9	5.9%

Value	Count	Frequency (%)
14617	9	5.9%
14616	34	22.4%
14615	30	19.7%
14614	27	17.8%
13189	1	0.7%
13170	29	19.1%
13169	22	14.5%

f_h_inicio_cf
Date

Distinct	103
Distinct (%)	67.8%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

Minimum	2023-03-21 06:30:00+00:00
Maximum	2024-03-25 12:28:00+00:00

Histogram

Histogram with fixed size bins (bins=50)

f_h_fin_cf
Date

Distinct	137
Distinct (%)	90.1%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

Minimum	2023-03-23 05:30:00+00:00
Maximum	2024-03-27 07:51:00+00:00

Histogram

Histogram with fixed size bins (bins=50)

vol_ino_util_cf
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	29
Distinct (%)	19.7%
Missing	5
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	81.458503

Minimum	66.4
Maximum	88
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	66.4
5-th percentile	79.44
Q1	80
median	81.6
Q3	82.8
95-th percentile	84.16
Maximum	88
Range	21.6
Interquartile range (IQR)	2.8

Descriptive statistics

Standard deviation	2.248108
Coefficient of variation (CV)	0.027598199
Kurtosis	13.302453
Mean	81.458503
Median Absolute Deviation (MAD)	1.6
Skewness	-1.7398503
Sum	11974.4
Variance	5.0539895
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
80	44	28.9%
82.4	12	7.9%
83.2	12	7.9%
81.6	11	7.2%
82	11	7.2%
80.8	7	4.6%
84	7	4.6%
83.6	6	3.9%
81.2	6	3.9%
80.4	5	3.3%
Other values (19)	26	17.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
66.4	1	0.7%
76	1	0.7%
77.2	1	0.7%
77.6	2	1.3%
78.4	1	0.7%
78.8	1	0.7%
79.2	1	0.7%
80	44	28.9%
80.4	5	3.3%
80.56	1	0.7%

Value	Count	Frequency (%)
88	1	0.7%
87.2	1	0.7%
86.4	1	0.7%
85.92	1	0.7%
85.6	1	0.7%
85.2	1	0.7%
84.16	3	2.0%
84	7	4.6%
83.6	6	3.9%
83.2	12	7.9%

turb_inicio_cultivo_cf
Real number (ℝ)

HIGH CORRELATION

Distinct	72
Distinct (%)	47.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.036316

Minimum	12.56
Maximum	44.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	12.56
5-th percentile	14.8
Q1	16.4
median	17.76
Q3	18.8
95-th percentile	21.796
Maximum	44.4
Range	31.84
Interquartile range (IQR)	2.4

Descriptive statistics

Standard deviation	3.3008587
Coefficient of variation (CV)	0.18301181
Kurtosis	28.581161
Mean	18.036316
Median Absolute Deviation (MAD)	1.16
Skewness	4.248607
Sum	2741.52
Variance	10.895668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.84	6	3.9%
16.16	5	3.3%
16.64	5	3.3%
18.32	5	3.3%
17.76	5	3.3%
18	4	2.6%
18.72	4	2.6%
15.28	4	2.6%
17.6	4	2.6%
17.12	4	2.6%
Other values (62)	106	69.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.56	1	0.7%
13.36	1	0.7%
14.08	1	0.7%
14.4	1	0.7%
14.48	1	0.7%
14.56	2	1.3%
14.8	2	1.3%
14.88	2	1.3%
14.96	1	0.7%
15.04	1	0.7%

Value	Count	Frequency (%)
44.4	1	0.7%
30.32	2	1.3%
27.04	1	0.7%
26.24	1	0.7%
23.2	1	0.7%
22	1	0.7%
21.84	1	0.7%
21.76	1	0.7%
21.44	1	0.7%
20.8	2	1.3%

turb_fin_cultivo_cf
Real number (ℝ)

HIGH CORRELATION

Distinct	106
Distinct (%)	69.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74.416316

Minimum	42.8
Maximum	91.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	42.8
5-th percentile	59.828
Q1	69.1
median	74.32
Q3	81.08
95-th percentile	87.2
Maximum	91.2
Range	48.4
Interquartile range (IQR)	11.98

Descriptive statistics

Standard deviation	8.9408989
Coefficient of variation (CV)	0.12014702
Kurtosis	1.2364086
Mean	74.416316
Median Absolute Deviation (MAD)	5.64
Skewness	-0.75227869
Sum	11311.28
Variance	79.939674
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84	7	4.6%
83.2	6	3.9%
81.6	5	3.3%
80.8	4	2.6%
85.6	4	2.6%
74.4	3	2.0%
87.2	3	2.0%
69.04	3	2.0%
72.48	3	2.0%
73.52	2	1.3%
Other values (96)	112	73.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
42.8	1	0.7%
44.32	1	0.7%
49.36	1	0.7%
49.76	1	0.7%
54.16	1	0.7%
56.48	1	0.7%
56.96	1	0.7%
59.52	1	0.7%
60.08	1	0.7%
60.72	1	0.7%

Value	Count	Frequency (%)
91.2	2	1.3%
90.4	2	1.3%
89.6	1	0.7%
88	1	0.7%
87.2	3	2.0%
86.4	2	1.3%
85.6	4	2.6%
84.8	2	1.3%
84	7	4.6%
83.2	6	3.9%

viab_final_cultivo_cf
Real number (ℝ)

Distinct	101
Distinct (%)	66.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7016579 × 10⁸

Minimum	70400000
Maximum	3.696 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	70400000
5-th percentile	1.1448 × 10⁸
Q1	1.48 × 10⁸
median	1.652 × 10⁸
Q3	1.922 × 10⁸
95-th percentile	2.2828 × 10⁸
Maximum	3.696 × 10⁸
Range	2.992 × 10⁸
Interquartile range (IQR)	44200000

Descriptive statistics

Standard deviation	38308279
Coefficient of variation (CV)	0.22512327
Kurtosis	4.5153204
Mean	1.7016579 × 10⁸
Median Absolute Deviation (MAD)	20400000
Skewness	0.99890815
Sum	2.58652 × 10¹⁰
Variance	1.4675242 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
195200000	5	3.3%
164000000	4	2.6%
145600000	4	2.6%
185600000	3	2.0%
157600000	3	2.0%
158400000	3	2.0%
163200000	3	2.0%
153600000	3	2.0%
156800000	3	2.0%
184000000	3	2.0%
Other values (91)	118	77.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
70400000	1	0.7%
91200000	1	0.7%
95200000	1	0.7%
97600000	1	0.7%
100000000	1	0.7%
101600000	1	0.7%
104000000	1	0.7%
113600000	1	0.7%
115200000	1	0.7%
117600000	1	0.7%

Value	Count	Frequency (%)
369600000	1	0.7%
280000000	1	0.7%
262400000	1	0.7%
260000000	1	0.7%
248000000	1	0.7%
240000000	1	0.7%
232000000	1	0.7%
229600000	1	0.7%
227200000	1	0.7%
224000000	1	0.7%

id_centr
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	1.3 KiB

14246	60
17825	54
12912	36
6379	2

Length

Max length	5
Median length	5
Mean length	4.9868421
Min length	4

Characters and Unicode

Total characters	758
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	17825
2nd row	14246
3rd row	17825
4th row	12912
5th row	17825

Common Values

Value	Count	Frequency (%)
14246	60	39.5%
17825	54	35.5%
12912	36	23.7%
6379	2	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
14246	60	39.5%
17825	54	35.5%
12912	36	23.7%
6379	2	1.3%

Most occurring characters

Value	Count	Frequency (%)
1	186	24.5%
2	186	24.5%
4	120	15.8%
6	62	8.2%
7	56	7.4%
8	54	7.1%
5	54	7.1%
9	38	5.0%
3	2	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	758	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	186	24.5%
2	186	24.5%
4	120	15.8%
6	62	8.2%
7	56	7.4%
8	54	7.1%
5	54	7.1%
9	38	5.0%
3	2	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	758	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	186	24.5%
2	186	24.5%
4	120	15.8%
6	62	8.2%
7	56	7.4%
8	54	7.1%
5	54	7.1%
9	38	5.0%
3	2	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	758	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	186	24.5%
2	186	24.5%
4	120	15.8%
6	62	8.2%
7	56	7.4%
8	54	7.1%
5	54	7.1%
9	38	5.0%
3	2	0.3%

centr_1_turb_cf
Real number (ℝ)

MISSING

Distinct	92
Distinct (%)	62.2%
Missing	4
Missing (%)	2.6%
Infinite	0
Infinite (%)	0.0%
Mean	30.067703

Minimum	21.28
Maximum	168.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	21.28
5-th percentile	23.096
Q1	26.44
median	28.56
Q3	30.5
95-th percentile	33.44
Maximum	168.8
Range	147.52
Interquartile range (IQR)	4.06

Descriptive statistics

Standard deviation	15.167552
Coefficient of variation (CV)	0.50444664
Kurtosis	67.864839
Mean	30.067703
Median Absolute Deviation (MAD)	2.04
Skewness	8.063087
Sum	4450.02
Variance	230.05462
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27.84	7	4.6%
28.72	5	3.3%
29.44	4	2.6%
28.56	4	2.6%
30.4	4	2.6%
26.56	4	2.6%
27.44	3	2.0%
30.16	3	2.0%
31.76	3	2.0%
29.52	3	2.0%
Other values (82)	108	71.1%
(Missing)	4	2.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.28	1	0.7%
21.52	1	0.7%
21.76	1	0.7%
21.84	1	0.7%
22.08	1	0.7%
22.4	1	0.7%
22.64	1	0.7%
23.04	1	0.7%
23.2	1	0.7%
23.28	1	0.7%

Value	Count	Frequency (%)
168.8	1	0.7%
142.4	1	0.7%
40.9	1	0.7%
36.64	1	0.7%
34.48	1	0.7%
34	1	0.7%
33.6	1	0.7%
33.44	3	2.0%
33.2	1	0.7%
32.72	1	0.7%

centr_2_turb_cf
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	112
Distinct (%)	78.3%
Missing	9
Missing (%)	5.9%
Infinite	0
Infinite (%)	0.0%
Mean	23.56979

Minimum	9.84
Maximum	156.96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	9.84
5-th percentile	12.2
Q1	17.72
median	20.72
Q3	25
95-th percentile	37.704
Maximum	156.96
Range	147.12
Interquartile range (IQR)	7.28

Descriptive statistics

Standard deviation	17.21646
Coefficient of variation (CV)	0.73044604
Kurtosis	46.177047
Mean	23.56979
Median Absolute Deviation (MAD)	3.84
Skewness	6.3247727
Sum	3370.48
Variance	296.4065
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	4	2.6%
21.36	4	2.6%
20.8	4	2.6%
17.76	3	2.0%
19.52	3	2.0%
20.88	2	1.3%
17.84	2	1.3%
22.24	2	1.3%
15.36	2	1.3%
20.72	2	1.3%
Other values (102)	115	75.7%
(Missing)	9	5.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.84	1	0.7%
10.08	1	0.7%
10.4	2	1.3%
11.44	1	0.7%
11.6	2	1.3%
12.16	1	0.7%
12.56	1	0.7%
12.88	1	0.7%
13.2	1	0.7%
13.36	1	0.7%

Value	Count	Frequency (%)
156.96	1	0.7%
151.76	1	0.7%
54.8	1	0.7%
49.04	1	0.7%
44.4	1	0.7%
44	1	0.7%
38.4	1	0.7%
37.84	1	0.7%
36.48	1	0.7%
34.48	1	0.7%

producto_1_cf
Real number (ℝ)

HIGH CORRELATION

Distinct	150
Distinct (%)	98.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1658.3157

Minimum	526.4
Maximum	2395.36
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	526.4
5-th percentile	1175.112
Q1	1466.76
median	1675.4
Q3	1853.798
95-th percentile	2140.896
Maximum	2395.36
Range	1868.96
Interquartile range (IQR)	387.038

Descriptive statistics

Standard deviation	307.71306
Coefficient of variation (CV)	0.18555758
Kurtosis	0.45810105
Mean	1658.3157
Median Absolute Deviation (MAD)	197.08
Skewness	-0.34206353
Sum	252063.99
Variance	94687.327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1468.88	2	1.3%
1517.92	2	1.3%
1747.92	1	0.7%
1902.96	1	0.7%
1978.16	1	0.7%
2117.76	1	0.7%
1688.08	1	0.7%
2395.36	1	0.7%
2155.76	1	0.7%
1116.64	1	0.7%
Other values (140)	140	92.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
526.4	1	0.7%
969.888	1	0.7%
970.8	1	0.7%
988.096	1	0.7%
1096.584	1	0.7%
1101.04	1	0.7%
1116.64	1	0.7%
1151.44	1	0.7%
1194.48	1	0.7%
1198.16	1	0.7%

Value	Count	Frequency (%)
2395.36	1	0.7%
2338.56	1	0.7%
2263.2	1	0.7%
2162.48	1	0.7%
2161.12	1	0.7%
2155.76	1	0.7%
2151.536	1	0.7%
2150.576	1	0.7%
2132.976	1	0.7%
2129.92	1	0.7%

producto_2_cf
Real number (ℝ)

HIGH CORRELATION

Distinct	64
Distinct (%)	42.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.1209789

Minimum	2.8
Maximum	9.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	2.8
5-th percentile	3.936
Q1	5.1
median	6.08
Q3	7.12
95-th percentile	8.312
Maximum	9.2
Range	6.4
Interquartile range (IQR)	2.02

Descriptive statistics

Standard deviation	1.4079732
Coefficient of variation (CV)	0.23002418
Kurtosis	-0.57667228
Mean	6.1209789
Median Absolute Deviation (MAD)	1.04
Skewness	-0.0097291881
Sum	930.3888
Variance	1.9823884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.16	6	3.9%
6.88	5	3.3%
6.56	5	3.3%
5.44	5	3.3%
5.52	5	3.3%
4.48	5	3.3%
5.76	4	2.6%
6.72	4	2.6%
5.28	4	2.6%
4.88	4	2.6%
Other values (54)	105	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.8	1	0.7%
2.96	1	0.7%
3.04	1	0.7%
3.44	2	1.3%
3.6	1	0.7%
3.68	1	0.7%
3.76	1	0.7%
4.08	2	1.3%
4.16	2	1.3%
4.24	3	2.0%

Value	Count	Frequency (%)
9.2	1	0.7%
9.12	1	0.7%
8.96	1	0.7%
8.72	2	1.3%
8.64	1	0.7%
8.48	1	0.7%
8.4	1	0.7%
8.24	1	0.7%
8.16	2	1.3%
8.08	4	2.6%

dur_cf
Real number (ℝ)

HIGH CORRELATION

Distinct	67
Distinct (%)	44.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	173236.18

Minimum	151200
Maximum	193500
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	151200
5-th percentile	159600
Q1	171045
median	174150
Q3	177300
95-th percentile	182700
Maximum	193500
Range	42300
Interquartile range (IQR)	6255

Descriptive statistics

Standard deviation	7021.1053
Coefficient of variation (CV)	0.040529092
Kurtosis	0.60961578
Mean	173236.18
Median Absolute Deviation (MAD)	3150
Skewness	-0.53540339
Sum	26331900
Variance	49295919
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
172800	15	9.9%
176400	11	7.2%
178200	9	5.9%
174600	7	4.6%
169200	6	3.9%
171900	5	3.3%
180900	4	2.6%
171300	4	2.6%
175200	4	2.6%
162000	4	2.6%
Other values (57)	83	54.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
151200	1	0.7%
156180	1	0.7%
157200	1	0.7%
157500	1	0.7%
158400	2	1.3%
159300	1	0.7%
159600	3	2.0%
161100	2	1.3%
162000	4	2.6%
162300	1	0.7%

Value	Count	Frequency (%)
193500	1	0.7%
189000	1	0.7%
187200	1	0.7%
185700	1	0.7%
185400	1	0.7%
183300	1	0.7%
182700	3	2.0%
181980	1	0.7%
181800	3	2.0%
181500	1	0.7%

turbidez_diff_cf
Real number (ℝ)

HIGH CORRELATION

Distinct	138
Distinct (%)	90.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.38

Minimum	24.72
Maximum	73.92
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	24.72
5-th percentile	41.688
Q1	51.04
median	56.32
Q3	63.6
95-th percentile	69.592
Maximum	73.92
Range	49.2
Interquartile range (IQR)	12.56

Descriptive statistics

Standard deviation	9.1640079
Coefficient of variation (CV)	0.16254005
Kurtosis	0.77084379
Mean	56.38
Median Absolute Deviation (MAD)	6.6
Skewness	-0.62096502
Sum	8569.76
Variance	83.979041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
64.48	3	2.0%
49.52	3	2.0%
65.2	2	1.3%
49.36	2	1.3%
48.08	2	1.3%
52.8	2	1.3%
68.16	2	1.3%
44.72	2	1.3%
54.16	2	1.3%
62.96	2	1.3%
Other values (128)	130	85.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.72	1	0.7%
29.84	1	0.7%
30.96	1	0.7%
31.12	1	0.7%
34.96	1	0.7%
37.2	1	0.7%
40.8	1	0.7%
41.6	1	0.7%
41.76	1	0.7%
42.4	1	0.7%

Value	Count	Frequency (%)
73.92	1	0.7%
73.28	1	0.7%
72.48	1	0.7%
72.4	2	1.3%
70.64	1	0.7%
70.24	1	0.7%
69.68	1	0.7%
69.52	1	0.7%
69.44	1	0.7%
69.12	1	0.7%

orden
Real number (ℝ)

HIGH CORRELATION

Distinct	151
Distinct (%)	100.0%
Missing	1
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	1.9515364 × 10⁸

Minimum	10005233
Maximum	2.0020039 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	10005233
5-th percentile	2.0018243 × 10⁸
Q1	2.001863 × 10⁸
median	2.0019139 × 10⁸
Q3	2.0019688 × 10⁸
95-th percentile	2.0020037 × 10⁸
Maximum	2.0020039 × 10⁸
Range	1.9019516 × 10⁸
Interquartile range (IQR)	10588

Descriptive statistics

Standard deviation	30643202
Coefficient of variation (CV)	0.15702091
Kurtosis	33.929818
Mean	1.9515364 × 10⁸
Median Absolute Deviation (MAD)	5498
Skewness	-5.9565554
Sum	2.94682 × 10¹⁰
Variance	9.3900583 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
200178572	1	0.7%
200196877	1	0.7%
200196590	1	0.7%
200196793	1	0.7%
200196794	1	0.7%
10005235	1	0.7%
10005236	1	0.7%
200196875	1	0.7%
200196872	1	0.7%
200196876	1	0.7%
Other values (141)	141	92.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10005233	1	0.7%
10005235	1	0.7%
10005236	1	0.7%
10005271	1	0.7%
200178572	1	0.7%
200179217	1	0.7%
200181620	1	0.7%
200182428	1	0.7%
200182429	1	0.7%
200182430	1	0.7%

Value	Count	Frequency (%)
200200388	1	0.7%
200200387	1	0.7%
200200386	1	0.7%
200200385	1	0.7%
200200381	1	0.7%
200200380	1	0.7%
200200378	1	0.7%
200200374	1	0.7%
200200373	1	0.7%
200200372	1	0.7%

cantidad_of
Real number (ℝ)

ZEROS

Distinct	31
Distinct (%)	20.5%
Missing	1
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	13.520662

Minimum	0
Maximum	14
Zeros	2
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	1.3 KiB

Quantile statistics

Minimum	0
5-th percentile	13.5
Q1	13.645
median	13.7
Q3	13.8
95-th percentile	13.895
Maximum	14
Range	14
Interquartile range (IQR)	0.155

Descriptive statistics

Standard deviation	1.5786875
Coefficient of variation (CV)	0.11676111
Kurtosis	71.60626
Mean	13.520662
Median Absolute Deviation (MAD)	0.1
Skewness	-8.4872312
Sum	2041.62
Variance	2.4922542
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
13.7	45	29.6%
13.8	32	21.1%
13.6	19	12.5%
13.9	6	3.9%
13.75	5	3.3%
13.5	5	3.3%
13.72	3	2.0%
13.77	3	2.0%
13.76	2	1.3%
0	2	1.3%
Other values (21)	29	19.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	1.3%
12.48	1	0.7%
13.3	1	0.7%
13.31	1	0.7%
13.4	1	0.7%
13.5	5	3.3%
13.54	2	1.3%
13.55	2	1.3%
13.57	1	0.7%
13.59	1	0.7%

Value	Count	Frequency (%)
14	2	1.3%
13.9	6	3.9%
13.89	1	0.7%
13.86	1	0.7%
13.83	1	0.7%
13.82	1	0.7%
13.81	1	0.7%
13.8	32	21.1%
13.78	2	1.3%
13.77	3	2.0%

Auto

Heatmap
Table

	cantidad_of	centr_1_turb_cf	centr_2_turb_cf	dur_cf	id_bio	id_centr	lote	lote_parental_cf	orden	orden_encadenado_cf	producto_1_cf	producto_2_cf	turb_fin_cultivo_cf	turb_inicio_cultivo_cf	turbidez_diff_cf	viab_final_cultivo_cf	vol_ino_util_cf
cantidad_of	1.000	-0.162	-0.077	-0.009	-0.104	0.000	-0.167	0.091	-0.135	0.000	0.018	0.067	-0.022	-0.005	0.011	-0.173	0.059
centr_1_turb_cf	-0.162	1.000	0.356	-0.199	-0.202	0.000	0.393	-0.089	0.358	0.000	0.037	-0.019	0.407	0.474	0.280	-0.004	-0.027
centr_2_turb_cf	-0.077	0.356	1.000	-0.302	-0.176	0.017	0.228	-0.137	0.121	0.000	0.194	0.428	0.506	0.089	0.467	0.141	-0.073
dur_cf	-0.009	-0.199	-0.302	1.000	0.187	0.000	-0.334	-0.429	-0.313	0.587	-0.135	-0.267	-0.461	-0.370	-0.328	-0.201	0.167
id_bio	-0.104	-0.202	-0.176	0.187	1.000	0.220	-0.178	-0.247	-0.121	0.064	-0.087	-0.193	-0.193	-0.062	-0.158	-0.117	0.029
id_centr	0.000	0.000	0.017	0.000	0.220	1.000	1.000	0.000	1.000	0.000	0.044	0.126	0.000	0.000	0.000	0.224	0.000
lote	-0.167	0.393	0.228	-0.334	-0.178	1.000	1.000	0.998	0.912	1.000	-0.220	0.036	0.194	0.195	0.133	-0.082	-0.173
lote_parental_cf	0.091	-0.089	-0.137	-0.429	-0.247	0.000	0.998	1.000	0.810	0.748	-0.102	-0.153	0.436	-0.530	0.467	-0.379	0.521
orden	-0.135	0.358	0.121	-0.313	-0.121	1.000	0.912	0.810	1.000	1.000	-0.235	-0.012	0.122	0.219	0.055	-0.153	-0.111
orden_encadenado_cf	0.000	0.000	0.000	0.587	0.064	0.000	1.000	0.748	1.000	1.000	0.000	0.183	0.000	0.402	0.000	0.000	0.270
producto_1_cf	0.018	0.037	0.194	-0.135	-0.087	0.044	-0.220	-0.102	-0.235	0.000	1.000	0.513	0.432	0.063	0.433	0.128	-0.105
producto_2_cf	0.067	-0.019	0.428	-0.267	-0.193	0.126	0.036	-0.153	-0.012	0.183	0.513	1.000	0.498	0.066	0.496	0.079	-0.227
turb_fin_cultivo_cf	-0.022	0.407	0.506	-0.461	-0.193	0.000	0.194	0.436	0.122	0.000	0.432	0.498	1.000	0.219	0.944	0.286	-0.294
turb_inicio_cultivo_cf	-0.005	0.474	0.089	-0.370	-0.062	0.000	0.195	-0.530	0.219	0.402	0.063	0.066	0.219	1.000	-0.040	-0.056	-0.103
turbidez_diff_cf	0.011	0.280	0.467	-0.328	-0.158	0.000	0.133	0.467	0.055	0.000	0.433	0.496	0.944	-0.040	1.000	0.276	-0.236
viab_final_cultivo_cf	-0.173	-0.004	0.141	-0.201	-0.117	0.224	-0.082	-0.379	-0.153	0.000	0.128	0.079	0.286	-0.056	0.276	1.000	-0.024
vol_ino_util_cf	0.059	-0.027	-0.073	0.167	0.029	0.000	-0.173	0.521	-0.111	0.270	-0.105	-0.227	-0.294	-0.103	-0.236	-0.024	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	lote	orden_encadenado_cf	lote_parental_cf	id_bio	f_h_inicio_cf	f_h_fin_cf	vol_ino_util_cf	turb_inicio_cultivo_cf	turb_fin_cultivo_cf	viab_final_cultivo_cf	id_centr	centr_1_turb_cf	centr_2_turb_cf	producto_1_cf	producto_2_cf	dur_cf	turbidez_diff_cf	orden	cantidad_of
0	23019	1	nan	14615	2023-03-21 06:30:00+00:00	2023-03-23 05:30:00+00:00	82.4	17.28	91.20	184000000.0	17825	NaN	NaN	1747.920	6.00	169200.0	73.92	200178572	13.8
1	23020	1	nan	14616	2023-03-21 06:30:00+00:00	2023-03-23 05:30:00+00:00	80.4	18.80	91.20	181600000.0	14246	NaN	NaN	1676.160	6.56	169200.0	72.40	200179217	13.6
2	23021	1	nan	13170	2023-03-22 06:30:00+00:00	2023-03-24 05:30:00+00:00	66.4	16.16	86.40	248000000.0	17825	NaN	NaN	1928.496	8.08	169200.0	70.24	200181620	13.5
3	23022	1	nan	14614	2023-03-22 06:30:00+00:00	2023-03-24 05:30:00+00:00	85.6	18.48	83.20	229600000.0	12912	NaN	NaN	1782.800	5.92	169200.0	64.72	200182428	13.8
4	23023	1	nan	14615	2023-03-28 05:27:00+00:00	2023-03-30 08:00:00+00:00	77.6	17.12	74.40	132800000.0	17825	26.56	20.88	1861.840	2.96	181980.0	57.28	200182429	13.7
5	23024	1	nan	14616	2023-03-28 05:24:00+00:00	2023-03-30 05:23:00+00:00	76.0	16.56	80.80	199200000.0	14246	24.56	10.40	2161.120	2.80	172740.0	64.24	200182430	13.7
6	23025	1	nan	13170	2023-03-29 05:09:00+00:00	2023-03-31 05:29:00+00:00	77.2	17.76	87.20	199200000.0	17825	30.64	29.36	2044.720	4.48	174000.0	69.44	200182431	13.7
7	23026	1	nan	14614	2023-03-29 05:29:00+00:00	2023-03-31 05:38:00+00:00	78.8	18.24	81.20	206400000.0	14246	26.48	11.60	2263.200	3.44	173340.0	62.96	200182432	13.8
8	23027	1	nan	14615	2023-04-04 08:32:00+00:00	2023-04-06 10:30:00+00:00	83.2	16.88	68.08	195200000.0	14246	26.24	9.84	1407.680	4.08	179880.0	51.20	200182433	13.7
9	23028	1	nan	14616	2023-04-04 08:34:00+00:00	2023-04-06 10:32:00+00:00	83.6	18.56	67.20	176000000.0	17825	27.28	12.16	1373.200	4.72	179880.0	48.64	200182434	13.7

	lote	orden_encadenado_cf	lote_parental_cf	id_bio	f_h_inicio_cf	f_h_fin_cf	vol_ino_util_cf	turb_inicio_cultivo_cf	turb_fin_cultivo_cf	viab_final_cultivo_cf	id_centr	centr_1_turb_cf	centr_2_turb_cf	producto_1_cf	producto_2_cf	dur_cf	turbidez_diff_cf	orden	cantidad_of
142	24046	2	24041.0	13169	2024-03-11 12:10:00+00:00	2024-03-13 09:50:00+00:00	80.00	19.92	88.00	156800000.0	12912	32.72	28.32	1783.84	7.84	164400.0	68.08	200200387	13.71
143	24043	1	nan	14614	2024-03-12 06:25:00+00:00	2024-03-14 07:25:00+00:00	80.00	19.44	69.68	132800000.0	14246	30.32	16.16	1254.56	4.72	176400.0	50.24	NaN	NaN
144	24045	1	nan	14616	2024-03-12 06:25:00+00:00	2024-03-14 08:15:00+00:00	80.00	17.52	72.48	139200000.0	12912	27.84	17.76	1573.52	5.76	179400.0	54.96	200200374	13.71
145	24044	1	nan	13170	2024-03-16 08:20:00+00:00	2024-03-18 07:01:00+00:00	83.60	19.28	77.52	160800000.0	14246	30.72	20.68	1528.72	5.44	168060.0	58.24	200200233	13.75
146	24047	2	24044.0	13170	2024-03-18 12:00:00+00:00	2024-03-20 06:00:00+00:00	80.00	18.24	86.40	223200000.0	14246	28.16	26.76	1794.32	6.64	151200.0	68.16	200200378	13.72
147	24049	1	nan	14617	2024-03-16 08:22:00+00:00	2024-03-18 07:23:00+00:00	83.60	18.88	72.64	164800000.0	12912	30.56	17.00	1342.80	4.88	169260.0	53.76	200200380	13.57
148	24050	1	nan	14614	2024-03-23 07:57:00+00:00	2024-03-25 07:28:00+00:00	84.16	17.76	67.60	152000000.0	6379	29.44	26.64	1422.80	3.68	171060.0	49.84	200200381	13.63
149	24051	1	nan	13169	2024-03-23 07:57:00+00:00	2024-03-25 07:33:00+00:00	84.16	17.76	80.80	160800000.0	12912	33.44	19.32	1486.56	5.52	171360.0	63.04	200200385	13.83
150	24052	2	24050.0	14614	2024-03-25 12:28:00+00:00	2024-03-27 07:51:00+00:00	86.40	17.28	69.04	148000000.0	14246	23.68	18.20	1857.28	6.00	156180.0	51.76	200200388	13.78
151	24053	2	24051.0	13169	2024-03-25 11:27:00+00:00	2024-03-27 07:27:00+00:00	87.20	16.72	79.36	148000000.0	12912	26.56	19.16	1784.08	7.20	158400.0	62.64	200200386	13.75

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample